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If you are interested in the slides from my talk at Strata London, here they are. The main content of my talk, the k-Minimum Values algorithm, is shared with my LSUG talk but the introduction provides a significantly improved motivation and a brief overview of the world of streaming algorithms and online learning.
I was asked aftewards about scaling an analytics system built on streaming algorithms. My interest in streaming algorithms was originally inspired by Alex Smola, so it's fitting I should point to his work for the answer. Happy reading/watching!